If I want to visualize a graph, particularly large ones I just dump it out to gexf[0] format and load it into gephi[1]. It kicks back some legacy formatting errors but it doesn't really impact the graph. Gephi also supports temporal based graph analysis which is nice.
[0] https://networkx.org/documentation/stable/reference/readwrit... [1] https://gephi.org/